Hyeonah Kim

1. RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark
   2023/06/29 by Federico Berto, Berto, Federico, Chuanbo Hua +39 · 21 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Games #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics #Software Engineering Research
2. Ant Colony Sampling with GFlowNets for Combinatorial Optimization
   2024/03/11 by Minsu Kim, Kim, Minsu, Sanghyeok Choi +9 · 13 citations
   Computer Science · Engineering · #BIM and Construction Integration #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Neural and Evolutionary Computing (cs.NE) #Optimization and Packing Problems
3. Genetic-guided GFlowNets for Sample Efficient Molecular Optimization
   2024/02/05 by Hyeonah Kim, Minsu Kim, Kim, Hyeonah +5 · 8 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomolecules (q-bio.BM) #Computational Drug Discovery Methods #FOS: Biological sciences #FOS: Computer and information sciences #Gene Regulatory Network Analysis #Genetics, Bioinformatics, and Biomedical Research #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
4. Improved Off-policy Reinforcement Learning in Biological Sequence Design
   2024/10/06 by Hyeonah Kim, Kim, Hyeonah, Minsu Kim +13 · 1 voice · 3 citations
   Biochemistry, Genetics and Molecular Biology · #Microbial Metabolic Engineering and Bioproduction #Viral Infectious Diseases and Gene Expression in Insects #RNA and protein synthesis mechanisms
5. A Neural Separation Algorithm for the Rounded Capacity Inequalities
   2023/06/29 by Hyeonah Kim, Kim, Hyeonah, Jinkyoo Park +3 · 2 citations
   Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Optimization and Control (math.OC) #Transportation and Mobility Innovations #Urban and Freight Transport Logistics #Vehicle Routing Optimization Methods
6. Symmetric Replay Training: Enhancing Sample Efficiency in Deep Reinforcement Learning for Combinatorial Optimization
   2023/06/02 by Hyeonah Kim, Minsu Kim, Kim, Hyeonah +5 · 1 citation
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research
7. Neural Genetic Search in Discrete Spaces
   2025/02/09 by Hyeonah Kim, Kim, Hyeonah, Sanghyeok Choi +7 · 2 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Neural and Evolutionary Computing (cs.NE)